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日本能否实现艾滋病毒零传播?贝叶斯局部线性趋势模型的时间序列分析。

Can Japan Achieve Zero Transmission of HIV? Time Series Analysis Using Bayesian Local Linear Trend Model.

机构信息

Division of Infectious Diseases Therapeutics, Kobe University Graduate School of Medicine, Kusunokicho 7-5-2, Chuoku, Kobe, Hyogo 650-0017, Japan.

Department of Research Support, Center for Clinical Research and Innovation, Kobe City Medical Center General Hospital, Minatojimaminamimachi 2-1-1, Kobe, Hyogo 650-0047 Japan.

出版信息

Kobe J Med Sci. 2021 Mar 25;66(5):E175-E179.

PMID:34001685
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8212801/
Abstract

BACKGROUND

The number of newly diagnosed human immunodeficiency virus (HIV) infections and acquired immune deficiency syndrome (AIDS) patients in Japan appears to be decreasing. However, whether these new infections cease to occur in the future in Japan, similar to abroad, is unclear. To evaluate the feasibility of this achievement, we conducted a time series analysis using Bayesian local linear trend model to evaluate the possibility of zero new infection of HIV/AIDS in Japan.

METHODS

We used quarterly data on HIV/AIDS from the first quarter, 2001 to the second quarter, 2020. Bayesian analyses were conducted using Markov chain Monte Carlo (MCMC) method, and a local linear trend model was constructed for number of newly diagnosed HIV infection without AIDS diagnosis, AIDS cases, and their aggregate. Predictions for the following 60 quarters until the second quarter of 2035 were also made for all models.

RESULTS

The mean aggregate cases of HIV/AIDS patients became 0 by the fourth quarter of 2031 (90% credible interval 0-535). For HIV infections alone, mean cases became 0 by the second quarter of 2030 (90%CrI 0-472). For AIDS alone mean cases were 9 at the second quarter of 2035 (90%CrI 0-231).

CONCLUSION

Our local linear trend model suggested that number of HIV/AIDS cases in Japan could decrease to zero by the first quarter of 2031, if the trend of the infections followed the local linear trend model, yet with rather wide credible interval. Achieving zero new transmission of HIV in Japan is a realistic goal but measures to make it faster may be needed.

摘要

背景

日本新诊断的人类免疫缺陷病毒(HIV)感染和获得性免疫缺陷综合征(AIDS)患者数量似乎正在减少。然而,这些新感染是否会像国外那样在未来在日本停止发生尚不清楚。为了评估这一目标的可行性,我们使用贝叶斯局部线性趋势模型进行时间序列分析,以评估日本 HIV/AIDS 零新发感染的可能性。

方法

我们使用了 2001 年第一季度至 2020 年第二季度 HIV/AIDS 的季度数据。使用马尔可夫链蒙特卡罗(MCMC)方法进行贝叶斯分析,并为无 AIDS 诊断的新诊断 HIV 感染、艾滋病病例及其总和构建了局部线性趋势模型。还对所有模型进行了截至 2035 年第二季度的未来 60 个季度的预测。

结果

HIV/AIDS 患者的平均总病例数在 2031 年第四季度达到 0(90%可信区间 0-535)。仅 HIV 感染而言,平均病例数在 2030 年第二季度达到 0(90%CrI 0-472)。仅 AIDS 而言,平均病例数在 2035 年第二季度为 9(90%CrI 0-231)。

结论

如果感染趋势遵循局部线性趋势模型,我们的局部线性趋势模型表明,到 2031 年第一季度,日本的 HIV/AIDS 病例数可能会减少到零,但可信区间相当宽。在日本实现 HIV 零新发传播是一个现实的目标,但可能需要采取更快的措施。